Extreme events, considered as abnormally large response of a dynamical system, can happen in many natural and engineering systems [1]}, [2]}, [3]}. Examples of such events include tsunami, extreme precipitation and extreme structural vibrations, which often cause catastrophic consequences to the society and environment. The quantification of the probability of extreme events is of vital importance for the design of the engineering systems to alleviate their devastating impact.
